Mdwgan-gp: data augmentation for gene expression data based on multiple discriminator WGAN-GP

Mdwgan-gp: data augmentation for gene expression data based on multiple discriminator WGAN-GP

Abstract Background Although gene expression data play significant roles in biological and medical studies, their applications are hampered due to the difficulty and high expenses of gathering them through biological experiments. It is an urgent problem to generate high quality gene expression data...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखकों: Rongyuan Li, Jingli Wu, Gaoshi Li, Jiafei Liu, Junbo Xuan, Qi Zhu
स्वरूप: लेख
भाषा:English
प्रकाशित: BMC 2023-11-01
श्रृंखला:BMC Bioinformatics
विषय:
Data augmentation
Graph convolutional network
Gene expression data
WGAN-GP
Generative adversarial network
ऑनलाइन पहुंच:https://doi.org/10.1186/s12859-023-05558-9

इंटरनेट

https://doi.org/10.1186/s12859-023-05558-9

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